Discover Awesome MCP Servers

nexacorp-mcp-agent

A Model Context Protocol server that exposes a hybrid RAG pipeline (dense+sparse retrieval with reranking) for querying an enterprise knowledge base, enabling autonomous agents to search and retrieve relevant information.

Unsplash API MCP Server

An API that exposes Unsplash image search, listing, and random photo capabilities as MCP tools, enabling AI models like Claude to directly interact with Unsplash's services.

Toolkits MCP

A collection of image processing tools that enables users to optimize images, remove backgrounds using AI, and generate favicons from logo files locally.

Discogs MCP Server

Enables AI assistants to securely connect to a user's personal Discogs music collection for mood-aware searching, analytics, and context-aware recommendations via Cloudflare Workers.

蓝湖 Design Schema MCP

A read-only MCP server for reading and analyzing Lanhu (Blue Lake) design projects, providing tools to retrieve design lists, previews, node trees, schemas, and exportable resources.

openhonest-umbra

Audits a module against its test suite and reports the cases the tests are structurally unable to see, then proves each gap with a real failing test rather than a warning. Covers Python, TypeScript, JavaScript, Java, Rust and Go.

Angular Toolkit MCP

A Model Context Protocol server that provides Angular project analysis and refactoring capabilities, enabling LLMs to analyze component usage patterns, dependency structures, and perform safe refactoring with breaking change detection.

Halo ITSM MCP Server

Enables AI-driven IT service management by exposing the full Halo ITSM REST API through 172 tools across 43 resource domains to any MCP-compatible client.

Pubtator MCP Server

Provides an async Python server for interacting with the PubTator3 API, exposing multiple biomedical text-mining tools compatible with the MCP agent protocol.

mcp-server-creem

MCP server for Creem.io providing tools to manage subscriptions, products, payments, license keys, and more through the Creem API.

graph-mcp

Exposes a Neo4j knowledge-graph index over personal markdown notes to LLM agents via MCP, enabling semantic search, tag navigation, and relationship discovery.

Garage-on-the-Go MCP Server

Provides tools for vehicle service search, mechanic matching, and booking generation as part of a multi-agent AI system for roadside assistance.

sophotron

MCP server for searching and retrieving philosophy papers, combining Semantic Scholar, OpenAlex, Unpaywall, CrossRef, and PhilArchive with PDF resolution, taxonomy browsing, and a personal library.

MCP Database Server

Enables AI assistants to interact with PostgreSQL databases through query execution and schema inspection, supporting multiple schemas for customer data, document management, loan systems, and asset leasing.

mcp-postman-runner

Run the requests in a Postman collection folder and get structured, assertion-level results back straight from your AI assistant.

AskOnSlackMCP

A Human-in-the-Loop MCP server that enables AI assistants to request information or clarification from humans via Slack. It uses real-time, thread-based conversations with socket mode integration to bridge the gap between AI systems and human experts.

MCP Medical Appointments Demo

Enables users to manage medical appointments by searching for doctors, checking availability, and booking sessions through a natural language interface. It serves as a reference implementation for advanced MCP features like symptom-based specialist recommendations and multi-step scheduling workflows.

Portfolio MCP Server

An MCP server that exposes an AI project portfolio as queryable tools, allowing users to ask about projects, search by technology, or get details via natural language.

OpenRouter MCP Server

An intelligent, agentic MCP server gateway to OpenRouter's 200+ AI models. It provides budget controls, security features, semantic memory, and code search capabilities.

AstroMesh Compass MCP

Enables users to access five astrology tools via JSON-RPC, including natal chart, sun sign, market pulse, weather, and combined celestial conditions, integrating Free Astrology API, CoinGecko, and Open-Meteo.

MCP Server Template (

이 템플릿은 권장 사례를 기반으로 새로운 MCP(Model Context Protocol) 서버 프로젝트를 빠르게 시작할 수 있도록 도와줍니다.

open-museum-mcp

Federated, license-verified search across open-access museum collections — currently The Met, Cleveland, AIC, Wikimedia Commons, and Europeana, with more being added. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark, returning reuse-safe artwork with citations in three styles.

battery-mcp

Enables LLMs to verify the novelty and validity of invented battery materials, with support for searching and validating against a materials database.

sql-sop-mcp

MCP server that integrates sql-sop SQL linter into LLM clients, enabling linting SQL queries and listing lint rules via chat tools.

systemd-mcp

Provides AI assistants with safe, read-only access to Linux systemd services, including status monitoring, log querying, and dependency analysis, with optional granular permissions for service management actions.

artifactory-mcp

Enables AI assistants to query Maven artifacts in JFrog Artifactory by reusing credentials from ~/.m2/settings.xml and providing tools like getting latest stable versions, listing artifacts, and checking dependency updates.

Weather MCP Server

Provides real-time weather information for Brazilian cities, built with domain-driven design and SOLID principles.

mcp-playwright-scraper

An MCP server that scrapes content from web pages, including JavaScript-heavy sites, and converts it into high-quality Markdown. It leverages Playwright for headless browser automation and Pypandoc for clean content conversion.

mcp-api-tester Tools & Interfaces

LLM API 테스트를 위한 MCP 서버

md-redline

Inline review comments for markdown specs and design docs. Agents request human review mid-task via MCP and pause until you send feedback.